Coding

Benchmark Mastra against LangGraph JS across event loop latency, memory footprint, and tool calling throughput for high-concurrency TypeScript agent fleets.

Harden Claude Code terminal agents with lifecycle security hooks. Intercept bash executions, inspect tool ASTs, and eliminate prompt injection attacks.

Simulate network partitions, latency spikes, and dropped TCP packets in autonomous agent tool chains using Shopify Toxiproxy to build resilient systems.

Implement consumer-driven contract testing for autonomous agent microservices using Pact. Eliminate integration drift and prevent breaking API changes.

Generate dynamic API mocks for autonomous agent fleets using WireMock and OpenAPI schemas. Simulate rate limits, network partitions, and 5xx chaos.

Discover edge-case crashes in autonomous coding agents using Atheris and LibFuzzer. Synthesize adversarial inputs to harden multi-agent code execution.

Index enterprise monorepos using Tree-sitter AST parsing and graph embeddings. Build semantic code graphs that empower autonomous coding agents at scale.

Implement test-driven agent development using synthetic specification synthesis. Generate formal invariants, mock test harnesses, and eliminate regressions.

Implement multi-agent consensus verification in autonomous coding workflows. Eliminate hallucinated git commits and syntax bugs using Byzantine fault voting.

Compare Firecracker MicroVMs, gVisor, and Docker sandboxes for autonomous coding agents. Evaluate boot time, memory isolation, and kernel attack vectors.

Compare semantic AST diffs against unified git diffs for autonomous coding agents. Slash token waste by 64 percent, eliminate merge drift, and preserve AST.

Deploy autonomous mutation testing with Tree-Sitter and Claude 3.7 to inject semantic code faults, kill surviving mutants, and fix flaky test suites.